{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from glob import glob\n",
    "import xarray as xr\n",
    "import os\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"7\"\n",
    "from keras.models import load_model\n",
    "from keras.utils import plot_model\n",
    "from deepsky.gan import gan_loss, rescale_data, rescale_multivariate_data, unscale_multivariate_data\n",
    "from IPython.display import Image\n",
    "from netCDF4 import Dataset\n",
    "import h5py\n",
    "from os.path import join"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def load_storm_patch_data(data_path, variable_names):\n",
    "    data_patches = []\n",
    "    data_files = sorted(glob(join(data_path, \"*20160526*.nc\")))\n",
    "    for data_file in data_files:\n",
    "        print(data_file.split(\"/\")[-1])\n",
    "        ds = xr.open_dataset(data_file)\n",
    "        patch_arr = []\n",
    "        for variable in variable_names:\n",
    "            patch_arr.append(ds[variable].values)\n",
    "        data_patches.append(np.stack(patch_arr, axis=-1))\n",
    "    data = np.vstack(data_patches)\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def load_storm_patch_data(data_path, variable_names):\n",
    "    data_patches = []\n",
    "    centers = []\n",
    "    valid_dates = []\n",
    "    data_files = sorted(glob(join(data_path, \"*20160526*.nc\")))\n",
    "    for data_file in data_files:\n",
    "        print(data_file)\n",
    "        ds = xr.open_dataset(data_file)\n",
    "        patch_arr = []\n",
    "        all_vars = list(ds.variables.keys())\n",
    "        if np.all(np.in1d(variable_names, all_vars)):\n",
    "            centers.append(np.array([ds[\"longitude\"][:, 32, 32], ds[\"latitude\"][:, 32, 32]]).T)\n",
    "            valid_dates.append(ds[\"valid_date\"].values)\n",
    "            for variable in variable_names:\n",
    "                patch_arr.append(ds[variable][:, 16:-16, 16:-16].values)\n",
    "            data_patches.append(np.stack(patch_arr, axis=-1))\n",
    "        ds.close()\n",
    "    center_arr = np.vstack(centers)\n",
    "    valid_date_index = pd.DatetimeIndex(np.concatenate(valid_dates))\n",
    "    data = np.vstack(data_patches)\n",
    "    return data, center_arr, valid_date_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/scratch/dgagne/ncar_ens_storm_patches/ncar_ens_storm_patches_2016052600_mem_01.nc\n",
      "/scratch/dgagne/ncar_ens_storm_patches/ncar_ens_storm_patches_2016052600_mem_02.nc\n",
      "/scratch/dgagne/ncar_ens_storm_patches/ncar_ens_storm_patches_2016052600_mem_03.nc\n",
      "/scratch/dgagne/ncar_ens_storm_patches/ncar_ens_storm_patches_2016052600_mem_04.nc\n",
      "/scratch/dgagne/ncar_ens_storm_patches/ncar_ens_storm_patches_2016052600_mem_05.nc\n",
      "/scratch/dgagne/ncar_ens_storm_patches/ncar_ens_storm_patches_2016052600_mem_06.nc\n",
      "/scratch/dgagne/ncar_ens_storm_patches/ncar_ens_storm_patches_2016052600_mem_07.nc\n",
      "/scratch/dgagne/ncar_ens_storm_patches/ncar_ens_storm_patches_2016052600_mem_08.nc\n",
      "/scratch/dgagne/ncar_ens_storm_patches/ncar_ens_storm_patches_2016052600_mem_09.nc\n",
      "/scratch/dgagne/ncar_ens_storm_patches/ncar_ens_storm_patches_2016052600_mem_10.nc\n"
     ]
    }
   ],
   "source": [
    "data_path = \"/scratch/dgagne/ncar_ens_storm_patches/\"\n",
    "#variable_names = [\"composite_reflectivity_entire_atmosphere_prev\",\n",
    "#                  \"temperature_2_m_above_ground_prev\",\n",
    "#                  \"dew_point_temperature_2_m_above_ground_prev\",\n",
    "#                  \"u-component_of_wind_10_m_above_ground_prev\",\n",
    "#                  \"v-component_of_wind_10_m_above_ground_prev\"]\n",
    "variable_names = ['composite_reflectivity_entire_atmosphere_current',\n",
    "                  'precipitable_water_entire_atmosphere_(considered_as_a_single_layer)_current',\n",
    "                  'geopotential_height_level_of_adiabatic_condensation_from_sfc_prev',\n",
    "                  'convective_available_potential_energy_180-0_mb_above_ground_prev',\n",
    "                  'vertical_u-component_shear_0-6000_m_above_ground_prev',\n",
    "                  'vertical_v-component_shear_0-6000_m_above_ground_prev',\n",
    "                  ]\n",
    "storm_data, storm_centers, storm_dates = load_storm_patch_data(data_path, variable_names)\n",
    "scaled_storm_data, scaling_values = rescale_multivariate_data(storm_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.contour.QuadContourSet at 0x7f30a80f2470>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Ui0tHMqerrxQ9vm+hA9tSi6UEgJ2LLTTBBeBFSy2k7h0EBfTy5Rtc8QdL9wpy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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f30b192ce48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.contourf(storm_data[203, :, :, 0], np.arange(0, 80, 5), cmap=\"gist_ncar\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/scratch/dgagne/storm_gan_20170622/gan_loss_history_000.csv\n",
      "/scratch/dgagne/storm_gan_20170622/gan_loss_history_001.csv\n",
      "/scratch/dgagne/storm_gan_20170622/gan_loss_history_002.csv\n",
      "/scratch/dgagne/storm_gan_20170622/gan_loss_history_003.csv\n",
      "/scratch/dgagne/storm_gan_20170622/gan_loss_history_004.csv\n",
      "/scratch/dgagne/storm_gan_20170622/gan_loss_history_005.csv\n"
     ]
    }
   ],
   "source": [
    "gan_history_files = sorted(glob(\"/scratch/dgagne/storm_gan_20170622/gan_loss_history_*.csv\"))\n",
    "gan_history_coll = []\n",
    "for gan_history_file in gan_history_files:\n",
    "    print(gan_history_file)\n",
    "    gan_history_coll.append(pd.read_csv(gan_history_file, index_col=\"Time\", parse_dates=[\"Time\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[   0  882 1764 2646 3528 4410 5292 6174 7056 7938]\n",
      "[   0  882 1764 2646 3528 4410 5292 6174 7056 7938]\n",
      "[   0  882 1764 2646 3528 4410 5292 6174 7056 7938]\n",
      "[   0  882 1764 2646 3528 4410 5292 6174 7056 7938]\n",
      "[   0  882 1764 2646 3528 4410 5292 6174 7056 7938]\n",
      "[   0  882 1764 2646 3528 4410 5292 6174 7056 7938]\n"
     ]
    },
    {
     "data": {
      "image/png": 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Ia80fW47Ye/cyc/KD6umzWnXIeusyzuUzZdEev3fWcHTVxMVc9voCe9JvMLZ3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\n4UeSfAkhhBBC+NH/A2gQoA1VcwYyAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2fc845d438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3,2, figsize=(10, 10))\n",
    "axef = axes.ravel()\n",
    "for g in range(len(gan_history_coll)):\n",
    "    axef[g].plot(np.arange(gan_history_coll[g].shape[0]), gan_history_coll[g][\"Gen Loss\"])\n",
    "    axef[g].plot(np.arange(gan_history_coll[g].shape[0]), gan_history_coll[g][\"Disc Loss\"])\n",
    "    epoch_vals = np.where(gan_history_coll[g][\"Batch\"].values == 0)[0]\n",
    "    print(epoch_vals)\n",
    "    axef[g].set_xticks(epoch_vals)\n",
    "    axef[g].set_xticklabels(gan_history_coll[g].iloc[epoch_vals][\"Epoch\"].values.astype(int) - 1)\n",
    "    axef[g].set_yscale(\"log\")\n",
    "    axef[g].set(title=\"GAN Config {0:d}\".format(g))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 days 00:45:04.561501\n",
      "0 days 00:45:08.052215\n",
      "0 days 00:46:08.525050\n",
      "0 days 02:04:46.181173\n",
      "0 days 02:04:49.856752\n"
     ]
    }
   ],
   "source": [
    "for c in range(5):\n",
    "    print(gan_history_coll[c].index[-1] - gan_history_coll[c].index[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[   0  882 1764 2646 3528 4410 5292 6174 7056 7938]\n",
      "[   0  882 1764 2646 3528 4410 5292 6174 7056 7938]\n",
      "[   0  882 1764 2646 3528 4410 5292 6174 7056 7938]\n",
      "[   0  882 1764 2646 3528 4410 5292 6174 7056 7938]\n",
      "[   0  882 1764 2646 3528 4410 5292 6174 7056 7938]\n",
      "[   0  882 1764 2646 3528 4410 5292 6174 7056 7938]\n"
     ]
    },
    {
     "data": {
      "image/png": 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VO8f+ZhoAf7v0WG588XMWb9jF7WMGJjA6EYmHlLwzVtvHlPHqayYiEg/uztbcPAAKazBM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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f30b5b7bb38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3,2, figsize=(10, 10))\n",
    "axef = axes.ravel()\n",
    "for g in range(len(gan_history_coll)):\n",
    "    axef[g].plot(np.arange(gan_history_coll[g].shape[0]), gan_history_coll[g][\"Gen_Enc Loss\"])\n",
    "    epoch_vals = np.where(gan_history_coll[g][\"Batch\"].values == 0)[0]\n",
    "    print(epoch_vals)\n",
    "    axef[g].set_xticks(epoch_vals)\n",
    "    axef[g].set_xticklabels(gan_history_coll[g].iloc[epoch_vals][\"Epoch\"].values.astype(int) - 1)\n",
    "    #axef[g].set_yscale(\"log\")\n",
    "    axef[g].set(title=\"GAN Config {0:d}\".format(g))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vG+SjXiY6kT2Bytq5rLSHcOR3IFSXzDW21XAw9/IWsHJu8ICWqCpn7EEvL260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\ngjD9eGWYBEHQv3F8nEDzJmLiRp8g/j3wM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saVJTBRVSGpWrm/Dc4x8vN2OwTWTnKydoKD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Evr/DA8zBasPfqRqvFSPwWBgovTYE/g1PGvIUedFqC12V+kllwuodjzEYAZX7vCAP8nJERAFf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9Fo7stVC1diAdevoWf69wUT8O/GshM0PA3x8+/a4YsVUDPZMPDaFkBEFUpNwXaHq99n9d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\nBjBwQnnqNPCOnje73Z5x3c26d3N58JNwSkb7Z6EF2HnSxfq/4dAf2ueZ1YG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+JgpENdsF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Jnbt29n1apVHDhwwNTqVuaR1ZV5YcMQWLQeEpKEfIaHl3hvJrMOgNphkCQQ1TItodQLwkdm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\nahNq3PPnhGUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc6808c8f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ds = xr.open_dataset(\"/scratch/dgagne/storm_gan_20170622/gan_gen_patches_003_epoch_010.nc\")\n",
    "fig, axes = plt.subplots(4,4, figsize=(10, 10))\n",
    "plt.subplots_adjust(0.03, 0.03, 0.95, 0.95, wspace=0, hspace=0)\n",
    "\n",
    "axef = axes.ravel()\n",
    "for a, ax in enumerate(axef):\n",
    "    ax.contourf(ds[\"gen_patch\"][a, :, :, 0], np.arange(0, 80, 5), cmap=\"gist_ncar\")\n",
    "    ax.quiver(np.arange(0, 32, 4), np.arange(0, 32, 4), \n",
    "              ds[\"gen_patch\"][a, ::4, ::4, -2], \n",
    "              ds[\"gen_patch\"][a, ::4, ::4, -1], scale=150)\n",
    "    ax.axes.get_xaxis().set_ticks([])\n",
    "    ax.axes.get_yaxis().set_ticks([])\n",
    "fig.suptitle(\"GAN Generated Radar Reflectivity and 0-6 km Shear Vectors\", fontsize=20)\n",
    "ds.close()\n",
    "plt.savefig(\"/scratch/dgagne/hail_models/gan_radar_shear.pdf\", bbox_inches=\"tight\", transparent=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Index</th>\n",
       "      <th>min_data_width</th>\n",
       "      <th>filter_width</th>\n",
       "      <th>beta_one</th>\n",
       "      <th>min_conv_filters</th>\n",
       "      <th>generator_input_size</th>\n",
       "      <th>learning_rate</th>\n",
       "      <th>batch_size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>64</td>\n",
       "      <td>16</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>64</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>64</td>\n",
       "      <td>128</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>128</td>\n",
       "      <td>16</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>128</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>128</td>\n",
       "      <td>128</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>256</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Index  min_data_width  filter_width  beta_one  min_conv_filters  \\\n",
       "0      0               4             5       0.2                64   \n",
       "1      1               4             5       0.2                64   \n",
       "2      2               4             5       0.2                64   \n",
       "3      3               4             5       0.2               128   \n",
       "4      4               4             5       0.2               128   \n",
       "5      5               4             5       0.2               128   \n",
       "\n",
       "   generator_input_size  learning_rate  batch_size  \n",
       "0                    16         0.0001         256  \n",
       "1                    32         0.0001         256  \n",
       "2                   128         0.0001         256  \n",
       "3                    16         0.0001         256  \n",
       "4                    32         0.0001         256  \n",
       "5                   128         0.0001         256  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gan_param_configs = pd.read_csv(\"/scratch/dgagne/storm_gan_20170622/gan_param_combos.csv\")\n",
    "gan_param_configs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/scratch/dgagne/miniconda3/envs/deep/lib/python3.5/site-packages/Keras-2.0.6-py3.5.egg/keras/models.py:281: UserWarning: Error in loading the saved optimizer state. As a result, your model is starting with a freshly initialized optimizer.\n"
     ]
    }
   ],
   "source": [
    "\n",
    "enc= load_model(\"/scratch/dgagne/storm_gan_20170622/gan_encoder_000004_epoch_0010.h5\")\n",
    "gen = load_model(\"/scratch/dgagne/storm_gan_20170622/gan_generator_000004_epoch_0010.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "enc_input (InputLayer)       (None, 32, 32, 6)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_1 (Conv2D)            (None, 16, 16, 128)       19328     \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_4 (LeakyReLU)    (None, 16, 16, 128)       0         \n",
      "_________________________________________________________________\n",
      "conv2d_2 (Conv2D)            (None, 8, 8, 256)         819456    \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_5 (LeakyReLU)    (None, 8, 8, 256)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_3 (Conv2D)            (None, 4, 4, 512)         3277312   \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_6 (LeakyReLU)    (None, 4, 4, 512)         0         \n",
      "_________________________________________________________________\n",
      "flatten_1 (Flatten)          (None, 8192)              0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 32)                262176    \n",
      "_________________________________________________________________\n",
      "activation_2 (Activation)    (None, 32)                0         \n",
      "=================================================================\n",
      "Total params: 4,378,272\n",
      "Trainable params: 262,176\n",
      "Non-trainable params: 4,116,096\n",
      "_________________________________________________________________\n",
      "None\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "gen_input (InputLayer)       (None, 32)                0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 8192)              270336    \n",
      "_________________________________________________________________\n",
      "reshape_1 (Reshape)          (None, 4, 4, 512)         0         \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_1 (LeakyReLU)    (None, 4, 4, 512)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_transpose_1 (Conv2DTr (None, 8, 8, 256)         3277056   \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_2 (LeakyReLU)    (None, 8, 8, 256)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_transpose_2 (Conv2DTr (None, 16, 16, 128)       819328    \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_3 (LeakyReLU)    (None, 16, 16, 128)       0         \n",
      "_________________________________________________________________\n",
      "conv2d_transpose_3 (Conv2DTr (None, 32, 32, 6)         19206     \n",
      "_________________________________________________________________\n",
      "activation_1 (Activation)    (None, 32, 32, 6)         0         \n",
      "=================================================================\n",
      "Total params: 4,385,926\n",
      "Trainable params: 0\n",
      "Non-trainable params: 4,385,926\n",
      "_________________________________________________________________\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "print(enc.summary())\n",
    "print(gen.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "max_vals = storm_data.max(axis=0).max(axis=0).max(axis=0)\n",
    "min_vals = storm_data.min(axis=0).min(axis=0).min(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "enc_vecs = enc.predict(scaled_storm_data[104:204])\n",
    "regen = unscale_multivariate_data(gen.predict(enc_vecs), scaling_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0WL20+hDhneRqDLERo8GFfuA6gQ1wr89bor2FQh64dmR7P4CvAng6gGsAvACA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\negEAAAAAwPBAegEAAAAAwPD8B/mqIvpQ6hWWAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc6828376d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 6, figsize=(12, 4))\n",
    "plt.subplots_adjust(wspace=0, hspace=0.05)\n",
    "short_var_names = [\"Reflectivity\", \"Precipitable Water\", \"LCL Height\", \"CAPE\", \"0-6 km Shear-U\", \"0-6 km Shear-V\"]\n",
    "axes[0, 0].contourf(storm_data[105, :, :, 0], np.arange(0, 80, 5), cmap=\"gist_ncar\")\n",
    "axes[1, 0].contourf(regen[1, :, :, 0], np.arange(0, 80, 5), cmap=\"gist_ncar\")\n",
    "axes[0, 0].set_ylabel(\"Original\")\n",
    "axes[1, 0].set_ylabel(\"Reconstructed\")\n",
    "axes[0, 0].set_title(short_var_names[0])\n",
    "axes[0, 0].axes.get_xaxis().set_ticks([])\n",
    "axes[0, 0].axes.get_yaxis().set_ticks([])\n",
    "axes[1, 0].axes.get_xaxis().set_ticks([])\n",
    "axes[1, 0].axes.get_yaxis().set_ticks([])\n",
    "for var in range(1, 6):\n",
    "    axes[0, var].contourf(storm_data[105, :, :, var], np.linspace(min_vals[var], max_vals[var], 20))\n",
    "    axes[1, var].contourf(regen[1, :, :, var],np.linspace(min_vals[var], max_vals[var], 20))\n",
    "    axes[0, var].set_title(short_var_names[var])\n",
    "    axes[0, var].axes.get_xaxis().set_ticks([])\n",
    "    axes[0, var].axes.get_yaxis().set_ticks([])\n",
    "    axes[1, var].axes.get_xaxis().set_ticks([])\n",
    "    axes[1, var].axes.get_yaxis().set_ticks([])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "interp_vecs = np.zeros((12, enc_vecs.shape[1]))\n",
    "interp_vecs[0] = enc_vecs[0]\n",
    "interp_vecs[-1] = enc_vecs[-50]\n",
    "for i in range(interp_vecs.shape[1]):\n",
    "    interp_vecs[:, i] = np.linspace(interp_vecs[0, i], interp_vecs[-1, i], 12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7fc680763cc0>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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yNNAHTT/ebZj3/HRg11LrSBoHjgP2Lb/hAwToiPgH4HFJ/6x66XzgoUEaY2bWtIbu4rgT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\nQJuZFer/A45zOJRF1HJRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc6827df6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.pcolormesh(interp_vecs)\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "interp_regen = unscale_multivariate_data(gen.predict(interp_vecs), scaling_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HZbgmjfs8LeG+BntLgV4Vj1FE3gE30OP0mdTmgx/1TVgZJjLaOkcdJ6VPP2mN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jKRlNiBmdpC0SpGl1Kxbcqgzga1yal82G9BP20XxVSyKRVLDG0TSY8XmO5B6vECMoMxQm26MzXW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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc680710320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3, 4, figsize=(16, 12))\n",
    "axef = axes.ravel()\n",
    "for a, ax in enumerate(axef):\n",
    "    ax.contourf(interp_regen[a, :, :, 0], np.arange(0, 80, 5), cmap=\"gist_ncar\")\n",
    "    ax.axes.get_xaxis().set_ticks([])\n",
    "    ax.axes.get_yaxis().set_ticks([])\n",
    "    ax.set_title(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-3.         -3.         -3.         -3.         -3.         -3.         -3.\n",
      "  -3.         -3.         -3.         -3.         -3.         -3.         -3.\n",
      "  -3.         -3.         -3.         -3.         -3.         -3.         -3.\n",
      "  -3.         -3.         -3.         -3.         -3.         -3.         -3.\n",
      "  -3.         -3.         -3.         -3.        ]\n",
      " [-2.68421053 -2.68421053 -2.68421053 -2.68421053 -2.68421053 -2.68421053\n",
      "  -2.68421053 -2.68421053 -2.68421053 -2.68421053 -2.68421053 -2.68421053\n",
      "  -2.68421053 -2.68421053 -2.68421053 -2.68421053 -2.68421053 -2.68421053\n",
      "  -2.68421053 -2.68421053 -2.68421053 -2.68421053 -2.68421053 -2.68421053\n",
      "  -2.68421053 -2.68421053 -2.68421053 -2.68421053 -2.68421053 -2.68421053\n",
      "  -2.68421053 -2.68421053]\n",
      " [-2.36842105 -2.36842105 -2.36842105 -2.36842105 -2.36842105 -2.36842105\n",
      "  -2.36842105 -2.36842105 -2.36842105 -2.36842105 -2.36842105 -2.36842105\n",
      "  -2.36842105 -2.36842105 -2.36842105 -2.36842105 -2.36842105 -2.36842105\n",
      "  -2.36842105 -2.36842105 -2.36842105 -2.36842105 -2.36842105 -2.36842105\n",
      "  -2.36842105 -2.36842105 -2.36842105 -2.36842105 -2.36842105 -2.36842105\n",
      "  -2.36842105 -2.36842105]\n",
      " [-2.05263158 -2.05263158 -2.05263158 -2.05263158 -2.05263158 -2.05263158\n",
      "  -2.05263158 -2.05263158 -2.05263158 -2.05263158 -2.05263158 -2.05263158\n",
      "  -2.05263158 -2.05263158 -2.05263158 -2.05263158 -2.05263158 -2.05263158\n",
      "  -2.05263158 -2.05263158 -2.05263158 -2.05263158 -2.05263158 -2.05263158\n",
      "  -2.05263158 -2.05263158 -2.05263158 -2.05263158 -2.05263158 -2.05263158\n",
      "  -2.05263158 -2.05263158]\n",
      " [-1.73684211 -1.73684211 -1.73684211 -1.73684211 -1.73684211 -1.73684211\n",
      "  -1.73684211 -1.73684211 -1.73684211 -1.73684211 -1.73684211 -1.73684211\n",
      "  -1.73684211 -1.73684211 -1.73684211 -1.73684211 -1.73684211 -1.73684211\n",
      "  -1.73684211 -1.73684211 -1.73684211 -1.73684211 -1.73684211 -1.73684211\n",
      "  -1.73684211 -1.73684211 -1.73684211 -1.73684211 -1.73684211 -1.73684211\n",
      "  -1.73684211 -1.73684211]\n",
      " [-1.42105263 -1.42105263 -1.42105263 -1.42105263 -1.42105263 -1.42105263\n",
      "  -1.42105263 -1.42105263 -1.42105263 -1.42105263 -1.42105263 -1.42105263\n",
      "  -1.42105263 -1.42105263 -1.42105263 -1.42105263 -1.42105263 -1.42105263\n",
      "  -1.42105263 -1.42105263 -1.42105263 -1.42105263 -1.42105263 -1.42105263\n",
      "  -1.42105263 -1.42105263 -1.42105263 -1.42105263 -1.42105263 -1.42105263\n",
      "  -1.42105263 -1.42105263]\n",
      " [-1.10526316 -1.10526316 -1.10526316 -1.10526316 -1.10526316 -1.10526316\n",
      "  -1.10526316 -1.10526316 -1.10526316 -1.10526316 -1.10526316 -1.10526316\n",
      "  -1.10526316 -1.10526316 -1.10526316 -1.10526316 -1.10526316 -1.10526316\n",
      "  -1.10526316 -1.10526316 -1.10526316 -1.10526316 -1.10526316 -1.10526316\n",
      "  -1.10526316 -1.10526316 -1.10526316 -1.10526316 -1.10526316 -1.10526316\n",
      "  -1.10526316 -1.10526316]\n",
      " [-0.78947368 -0.78947368 -0.78947368 -0.78947368 -0.78947368 -0.78947368\n",
      "  -0.78947368 -0.78947368 -0.78947368 -0.78947368 -0.78947368 -0.78947368\n",
      "  -0.78947368 -0.78947368 -0.78947368 -0.78947368 -0.78947368 -0.78947368\n",
      "  -0.78947368 -0.78947368 -0.78947368 -0.78947368 -0.78947368 -0.78947368\n",
      "  -0.78947368 -0.78947368 -0.78947368 -0.78947368 -0.78947368 -0.78947368\n",
      "  -0.78947368 -0.78947368]\n",
      " [-0.47368421 -0.47368421 -0.47368421 -0.47368421 -0.47368421 -0.47368421\n",
      "  -0.47368421 -0.47368421 -0.47368421 -0.47368421 -0.47368421 -0.47368421\n",
      "  -0.47368421 -0.47368421 -0.47368421 -0.47368421 -0.47368421 -0.47368421\n",
      "  -0.47368421 -0.47368421 -0.47368421 -0.47368421 -0.47368421 -0.47368421\n",
      "  -0.47368421 -0.47368421 -0.47368421 -0.47368421 -0.47368421 -0.47368421\n",
      "  -0.47368421 -0.47368421]\n",
      " [-0.15789474 -0.15789474 -0.15789474 -0.15789474 -0.15789474 -0.15789474\n",
      "  -0.15789474 -0.15789474 -0.15789474 -0.15789474 -0.15789474 -0.15789474\n",
      "  -0.15789474 -0.15789474 -0.15789474 -0.15789474 -0.15789474 -0.15789474\n",
      "  -0.15789474 -0.15789474 -0.15789474 -0.15789474 -0.15789474 -0.15789474\n",
      "  -0.15789474 -0.15789474 -0.15789474 -0.15789474 -0.15789474 -0.15789474\n",
      "  -0.15789474 -0.15789474]\n",
      " [ 0.15789474  0.15789474  0.15789474  0.15789474  0.15789474  0.15789474\n",
      "   0.15789474  0.15789474  0.15789474  0.15789474  0.15789474  0.15789474\n",
      "   0.15789474  0.15789474  0.15789474  0.15789474  0.15789474  0.15789474\n",
      "   0.15789474  0.15789474  0.15789474  0.15789474  0.15789474  0.15789474\n",
      "   0.15789474  0.15789474  0.15789474  0.15789474  0.15789474  0.15789474\n",
      "   0.15789474  0.15789474]\n",
      " [ 0.47368421  0.47368421  0.47368421  0.47368421  0.47368421  0.47368421\n",
      "   0.47368421  0.47368421  0.47368421  0.47368421  0.47368421  0.47368421\n",
      "   0.47368421  0.47368421  0.47368421  0.47368421  0.47368421  0.47368421\n",
      "   0.47368421  0.47368421  0.47368421  0.47368421  0.47368421  0.47368421\n",
      "   0.47368421  0.47368421  0.47368421  0.47368421  0.47368421  0.47368421\n",
      "   0.47368421  0.47368421]\n",
      " [ 0.78947368  0.78947368  0.78947368  0.78947368  0.78947368  0.78947368\n",
      "   0.78947368  0.78947368  0.78947368  0.78947368  0.78947368  0.78947368\n",
      "   0.78947368  0.78947368  0.78947368  0.78947368  0.78947368  0.78947368\n",
      "   0.78947368  0.78947368  0.78947368  0.78947368  0.78947368  0.78947368\n",
      "   0.78947368  0.78947368  0.78947368  0.78947368  0.78947368  0.78947368\n",
      "   0.78947368  0.78947368]\n",
      " [ 1.10526316  1.10526316  1.10526316  1.10526316  1.10526316  1.10526316\n",
      "   1.10526316  1.10526316  1.10526316  1.10526316  1.10526316  1.10526316\n",
      "   1.10526316  1.10526316  1.10526316  1.10526316  1.10526316  1.10526316\n",
      "   1.10526316  1.10526316  1.10526316  1.10526316  1.10526316  1.10526316\n",
      "   1.10526316  1.10526316  1.10526316  1.10526316  1.10526316  1.10526316\n",
      "   1.10526316  1.10526316]\n",
      " [ 1.42105263  1.42105263  1.42105263  1.42105263  1.42105263  1.42105263\n",
      "   1.42105263  1.42105263  1.42105263  1.42105263  1.42105263  1.42105263\n",
      "   1.42105263  1.42105263  1.42105263  1.42105263  1.42105263  1.42105263\n",
      "   1.42105263  1.42105263  1.42105263  1.42105263  1.42105263  1.42105263\n",
      "   1.42105263  1.42105263  1.42105263  1.42105263  1.42105263  1.42105263\n",
      "   1.42105263  1.42105263]\n",
      " [ 1.73684211  1.73684211  1.73684211  1.73684211  1.73684211  1.73684211\n",
      "   1.73684211  1.73684211  1.73684211  1.73684211  1.73684211  1.73684211\n",
      "   1.73684211  1.73684211  1.73684211  1.73684211  1.73684211  1.73684211\n",
      "   1.73684211  1.73684211  1.73684211  1.73684211  1.73684211  1.73684211\n",
      "   1.73684211  1.73684211  1.73684211  1.73684211  1.73684211  1.73684211\n",
      "   1.73684211  1.73684211]\n",
      " [ 2.05263158  2.05263158  2.05263158  2.05263158  2.05263158  2.05263158\n",
      "   2.05263158  2.05263158  2.05263158  2.05263158  2.05263158  2.05263158\n",
      "   2.05263158  2.05263158  2.05263158  2.05263158  2.05263158  2.05263158\n",
      "   2.05263158  2.05263158  2.05263158  2.05263158  2.05263158  2.05263158\n",
      "   2.05263158  2.05263158  2.05263158  2.05263158  2.05263158  2.05263158\n",
      "   2.05263158  2.05263158]\n",
      " [ 2.36842105  2.36842105  2.36842105  2.36842105  2.36842105  2.36842105\n",
      "   2.36842105  2.36842105  2.36842105  2.36842105  2.36842105  2.36842105\n",
      "   2.36842105  2.36842105  2.36842105  2.36842105  2.36842105  2.36842105\n",
      "   2.36842105  2.36842105  2.36842105  2.36842105  2.36842105  2.36842105\n",
      "   2.36842105  2.36842105  2.36842105  2.36842105  2.36842105  2.36842105\n",
      "   2.36842105  2.36842105]\n",
      " [ 2.68421053  2.68421053  2.68421053  2.68421053  2.68421053  2.68421053\n",
      "   2.68421053  2.68421053  2.68421053  2.68421053  2.68421053  2.68421053\n",
      "   2.68421053  2.68421053  2.68421053  2.68421053  2.68421053  2.68421053\n",
      "   2.68421053  2.68421053  2.68421053  2.68421053  2.68421053  2.68421053\n",
      "   2.68421053  2.68421053  2.68421053  2.68421053  2.68421053  2.68421053\n",
      "   2.68421053  2.68421053]\n",
      " [ 3.          3.          3.          3.          3.          3.          3.\n",
      "   3.          3.          3.          3.          3.          3.          3.\n",
      "   3.          3.          3.          3.          3.          3.          3.\n",
      "   3.          3.          3.          3.          3.          3.          3.\n",
      "   3.          3.          3.          3.        ]]\n"
     ]
    }
   ],
   "source": [
    "input_const_vecs = np.tile(np.linspace(-3, 3, 20), 32).reshape(32, 20).T\n",
    "print(input_const_vecs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "output_const_vecs = enc.predict(gen.predict(input_const_vecs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1.11779058,  1.6583358 ,  0.97250569,  0.86662966,  2.06795669,\n",
       "        1.79675877,  1.00473166, -0.33920911,  1.73172021,  1.93713498,\n",
       "        0.42086467,  0.68718332,  1.52318931,  1.71872222,  0.69499069,\n",
       "        0.22015247,  0.8377586 ,  2.15822744,  1.63234901,  1.00051332,\n",
       "        1.10312843,  1.24736011,  1.19796717,  0.17347518,  1.90797532,\n",
       "        0.51732159,  1.28010345, -0.20726927,  0.64307839,  0.75743586,\n",
       "        0.37840781,  0.78744537], dtype=float32)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output_const_vecs[15]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7f30b5ddef98>"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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XK326AT/CnZ6nA38nETZBMzFp3pIlnH3HHRzRsycLJk+OTstyyxZ31dQZZ7jV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\nMcaj/we2d5l9t+tpCgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f30b245d6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5, 5))\n",
    "plt.fill_between(input_const_vecs.mean(axis=1), np.percentile(output_const_vecs, 90, axis=1), \n",
    "                     np.percentile(output_const_vecs, 10, axis=1), color='r', alpha=0.3)\n",
    "plt.scatter(np.mean(input_const_vecs, axis=1), np.median(output_const_vecs, axis=1), color='r')\n",
    "\n",
    "plt.plot(np.arange(-3, 3.1, 0.1), np.arange(-3, 3.1, 0.1), 'k--')\n",
    "plt.xlabel(\"Input Vector Value\")\n",
    "plt.ylabel(\"Encoded Vector Value\")\n",
    "plt.title(\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "plot_model(enc, to_file=\"/scratch/dgagne/storm_gan_20170622/gan_encoder_000.png\", show_shapes=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8eNHc3Pzy5cvK39msrKyioqLly5dLlfP5/IyMjK6urg0bNtDesZS2tjahULhj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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(\"/scratch/dgagne/storm_gan_20170622/gan_encoder_000.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "d = h5py.File(\"/scratch/dgagne/storm_gan_20170519/gan_encoder_000001_epoch_0010.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['_MutableMapping__marker',\n",
       " '__abstractmethods__',\n",
       " '__bool__',\n",
       " '__class__',\n",
       " '__contains__',\n",
       " '__delattr__',\n",
       " '__delitem__',\n",
       " '__dict__',\n",
       " '__dir__',\n",
       " '__doc__',\n",
       " '__enter__',\n",
       " '__eq__',\n",
       " '__exit__',\n",
       " '__format__',\n",
       " '__ge__',\n",
       " '__getattribute__',\n",
       " '__getitem__',\n",
       " '__gt__',\n",
       " '__hash__',\n",
       " '__init__',\n",
       " '__iter__',\n",
       " '__le__',\n",
       " '__len__',\n",
       " '__lt__',\n",
       " '__module__',\n",
       " '__ne__',\n",
       " '__new__',\n",
       " '__nonzero__',\n",
       " '__reduce__',\n",
       " '__reduce_ex__',\n",
       " '__repr__',\n",
       " '__setattr__',\n",
       " '__setitem__',\n",
       " '__sizeof__',\n",
       " '__slots__',\n",
       " '__str__',\n",
       " '__subclasshook__',\n",
       " '__weakref__',\n",
       " '_abc_cache',\n",
       " '_abc_negative_cache',\n",
       " '_abc_negative_cache_version',\n",
       " '_abc_registry',\n",
       " '_d',\n",
       " '_e',\n",
       " '_id',\n",
       " '_lapl',\n",
       " '_lcpl',\n",
       " 'attrs',\n",
       " 'clear',\n",
       " 'close',\n",
       " 'copy',\n",
       " 'create_dataset',\n",
       " 'create_group',\n",
       " 'driver',\n",
       " 'fid',\n",
       " 'file',\n",
       " 'filename',\n",
       " 'flush',\n",
       " 'get',\n",
       " 'id',\n",
       " 'items',\n",
       " 'keys',\n",
       " 'libver',\n",
       " 'mode',\n",
       " 'move',\n",
       " 'name',\n",
       " 'parent',\n",
       " 'pop',\n",
       " 'popitem',\n",
       " 'ref',\n",
       " 'regionref',\n",
       " 'require_dataset',\n",
       " 'require_group',\n",
       " 'setdefault',\n",
       " 'update',\n",
       " 'userblock_size',\n",
       " 'values',\n",
       " 'visit',\n",
       " 'visititems']"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dir(d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "model_weights\n",
      "optimizer_weights\n"
     ]
    }
   ],
   "source": [
    "for key in d.keys():\n",
    "    print(key)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['activation_10',\n",
       " 'activation_6',\n",
       " 'activation_7',\n",
       " 'activation_8',\n",
       " 'activation_9',\n",
       " 'conv2d_1',\n",
       " 'conv2d_2',\n",
       " 'conv2d_3',\n",
       " 'conv2d_4',\n",
       " 'dense_2',\n",
       " 'enc_input',\n",
       " 'flatten_1']"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(d[\"model_weights\"].keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['bias:0', 'kernel:0']"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(d[\"model_weights\"][\"conv2d_1\"][\"conv2d_1\"].keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
